Titanic competition: multiple logistic regression

% reais % seno % vetor % vetor e_i % blade % reverso (til em cima) \providecommand{}[1]{#1^{~}} % reverso (til à direita) % contração à esq % contração à dir % grau % inverso % dual % undual

% projeção

Setup

source('_setup.R')

Attaching package: 'janitor'

The following objects are masked from 'package:stats':

    chisq.test, fisher.test

── Attaching core tidyverse packages ───────────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.3     ✔ readr     2.1.4
✔ forcats   1.0.0     ✔ stringr   1.5.0
✔ ggplot2   3.4.4     ✔ tibble    3.2.1
✔ lubridate 1.9.2     ✔ tidyr     1.3.0
✔ purrr     1.0.2     
[conflicted] Will prefer tibble::view over any other package.
[conflicted] Will prefer dplyr::filter over any other package.
── Attaching packages ─────────────────────────────────────────── tidymodels 1.1.1 ──

✔ broom        1.0.5     ✔ rsample      1.2.0
✔ dials        1.2.0     ✔ tune         1.1.2
✔ infer        1.0.5     ✔ workflows    1.1.3
✔ modeldata    1.2.0     ✔ workflowsets 1.0.1
✔ parsnip      1.1.1     ✔ yardstick    1.2.0
✔ recipes      1.0.8     

Objetivos

???

Usando só train.csv

Leitura

df <- read_csv(
  'dados/train_limpo.csv'
) %>% 
  mutate(survived = factor(survived))

Rows: 891 Columns: 12
── Column specification ─────────────────────────────────────────────────────────────
Delimiter: ","
chr (5): name, sex, ticket, cabin, embarked
dbl (7): id, survived, pclass, age, sib_sp, par_ch, fare

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

df %>% glimpse()

Rows: 891
Columns: 12
$ id       <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,…
$ survived <fct> 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, …
$ pclass   <dbl> 3, 1, 3, 1, 3, 3, 1, 3, 3, 2, 3, 1, 3, 3, 3, 2, 3, 2, 3, 3, 2, 2, …
$ name     <chr> "Braund, Mr. Owen Harris", "Cumings, Mrs. John Bradley (Florence B…
$ sex      <chr> "male", "female", "female", "female", "male", "male", "male", "mal…
$ age      <dbl> 22, 38, 26, 35, 35, NA, 54, 2, 27, 14, 4, 58, 20, 39, 14, 55, 2, N…
$ sib_sp   <dbl> 1, 1, 0, 1, 0, 0, 0, 3, 0, 1, 1, 0, 0, 1, 0, 0, 4, 0, 1, 0, 0, 0, …
$ par_ch   <dbl> 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 0, 5, 0, 0, 1, 0, 0, 0, 0, 0, …
$ ticket   <chr> "A/5 21171", "PC 17599", "STON/O2. 3101282", "113803", "373450", "…
$ fare     <dbl> 7,2500, 71,2833, 7,9250, 53,1000, 8,0500, 8,4583, 51,8625, 21,0750…
$ cabin    <chr> NA, "C85", NA, "C123", NA, NA, "E46", NA, NA, NA, "G6", "C103", NA…
$ embarked <chr> "S", "C", "S", "S", "S", "Q", "S", "S", "S", "C", "S", "S", "S", "…

Split

split <- initial_split(df, strata = survived)
treino <- training(split)
teste <- testing(split)

Workflow e modelo

modelo <- 
  logistic_reg(penalty = 0.1) %>% 
  set_engine('glmnet')

wf <- 
  workflow() %>% 
  add_model(modelo)

wf

══ Workflow ═════════════════════════════════════════════════════════════════════════
Preprocessor: None
Model: logistic_reg()

── Model ────────────────────────────────────────────────────────────────────────────
Logistic Regression Model Specification (classification)

Main Arguments:
  penalty = 0.1

Computational engine: glmnet 

Receita

Definindo id e resposta

receita <- recipe(treino) %>% 
  update_role(id, new_role = 'id') %>% 
  update_role(survived, new_role = 'outcome')

Sexo, porto, bilhete, classe

Sexo e porto de embarque como fatores.

Bilhete com nível ‘outros’.

Classe como fator ordenado.

receita <- receita %>% 
  step_other(ticket, threshold = 2, other = 'outros') %>% 
  step_mutate(pclass = fct_rev(ordered(pclass)))

Imputar porto por moda:

receita <- receita %>% 
  step_impute_mode(embarked)

Nome, título, família

extrair_familia <- function(s) {
  str_split_i(s, ',[ ]*', 1)
}

extrair_titulo <- function(s) {
  s <- str_split_i(s, ',[ ]*', 2)
  str_split_i(s, stringr::fixed('.'), 1)
}

extrair_nome <- function(s) {
  s <- str_split_i(s, ',[ ]*', 2)
  s <- str_split_i(s, stringr::fixed('.'), 2)
  str_trim(s)
}

receita <- receita %>% 
  step_mutate(
    family = factor(extrair_familia(name)),
    title_abbrev = factor(extrair_titulo(name))
  ) %>% 
  step_mutate(
    name = extrair_nome(name),
    role = 'id'
  )

Criar faixa etária

Ainda vão sobrar misses sem idades, que serão imputadas depois.

calcular_faixa <- function(age, tit) {
  case_when(
    !is.na(age) & age < 14 ~ 'child',
    !is.na(age) & age >= 14 ~ 'adult',
    is.na(age) & str_detect(tit, 'Miss') ~ NA_character_,
    is.na(age) & str_detect(tit, 'Master') ~ 'child',
    TRUE ~ 'adult'
  )
}

receita <- receita %>% 
  step_mutate(
    faixa = factor(calcular_faixa(age, title_abbrev))
  )

Criar dummies

Note que a coluna title_abbrev ainda era necessária para caclular a idade. Por isso só é seguro transformá-la em dummy aqui.

Por outro lado, ainda não posso transformar faixa em dummy, pois ainda vou imputar valores faltantes.

receita <- receita %>% 
  step_dummy(
    pclass, family, title_abbrev, sex, ticket, embarked
  )

Atribuir papéis

receita <- receita %>% 
  update_role(
    sib_sp, par_ch, fare,
    new_role = 'predictor'
  ) %>% 
  update_role(
    name, new_role = 'id'
  )

Descartar colunas

Colunas que sobraram:

recipes_eval_select(
  quos(has_role(NA)),
  treino, 
  summary(receita)
)

    pclass        sex        age     ticket      cabin   embarked 
  "pclass"      "sex"      "age"   "ticket"    "cabin" "embarked" 

Remover:

receita <- receita %>% 
  step_rm(age, cabin)

Imputar faixa etária

Note que este passo precisa dos outros preditores prontos.

receita <- receita %>% 
  step_impute_knn(faixa)

Finalmente, transformar faixa em dummy.

receita <- receita %>% 
  step_dummy(faixa)

Resumo da receita

receita

── Recipe ───────────────────────────────────────────────────────────────────────────

── Inputs 

Number of variables by role

outcome:         1
predictor:       3
id:              2
undeclared role: 6

── Operations 

• Collapsing factor levels for: ticket

• Variable mutation for: fct_rev(ordered(pclass))

• Mode imputation for: embarked

• Variable mutation for: factor(extrair_familia(name)), ...

• Variable mutation for: extrair_nome(name)

• Variable mutation for: factor(calcular_faixa(age, title_abbrev))

• Dummy variables from: pclass, family, title_abbrev, sex, ticket, embarked

• Variables removed: age, cabin

• K-nearest neighbor imputation for: faixa

• Dummy variables from: faixa

summary(receita)

Verificando a receita

df_transformado <- receita %>% 
  prep(
    treino,
    fresh = TRUE,
    verbose = TRUE,
    retain = TRUE,
    log_changes = TRUE
  ) %>%
  bake(new_data = NULL)

oper 1 step other [training] 
step_other (other_NVq7n): same number of columns

oper 2 step mutate [training] 
step_mutate (mutate_XEs8N): same number of columns

oper 3 step impute mode [training] 
step_impute_mode (impute_mode_HKvqL): same number of columns

oper 4 step mutate [training] 
step_mutate (mutate_ukOjO): 
 new (2): family, title_abbrev

oper 5 step mutate [training] 
step_mutate (mutate_qjHMa): same number of columns

oper 6 step mutate [training] 
step_mutate (mutate_FlKe5): 
 new (1): faixa

oper 7 step dummy [training] 
step_dummy (dummy_ixncf): 
 new (639): pclass_1, pclass_2, family_Abbott, family_Abelson, family_Adahl, ...
 removed (6): pclass, sex, ticket, embarked, family, title_abbrev

oper 8 step rm [training] 
step_rm (rm_RkNeh): 
 removed (2): age, cabin

oper 9 step impute knn [training] 
step_impute_knn (impute_knn_0RBRA): same number of columns

oper 10 step dummy [training] 
step_dummy (dummy_WvjEl): 
 new (1): faixa_child
 removed (1): faixa

The retained training set is ~ 3,41 Mb  in memory.

df_transformado

df_transformado %>% glimpse()

Rows: 667
Columns: 646
$ id                            <dbl> 1, 5, 6, 8, 13, 14, 15, 17, 19, 21, 27, 28, 3…
$ survived                      <fct> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ name                          <fct> Owen Harris, William Henry, James, Gosta Leon…
$ sib_sp                        <dbl> 1, 0, 0, 3, 0, 1, 0, 4, 1, 0, 0, 3, 0, 0, 0, …
$ par_ch                        <dbl> 0, 0, 0, 1, 0, 5, 0, 1, 0, 0, 0, 2, 0, 0, 0, …
$ fare                          <dbl> 7,2500, 8,0500, 8,4583, 21,0750, 8,0500, 31,2…
$ pclass_1                      <dbl> -0,70710678118654757273731, -0,70710678118654…
$ pclass_2                      <dbl> 0,4082483, 0,4082483, 0,4082483, 0,4082483, 0…
$ family_Abbott                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
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df_transformado %>% dfSummary() %>% print(method = 'render')

Adicionar ao workflow

wf <- wf %>% 
  add_recipe(receita)

wf

══ Workflow ═════════════════════════════════════════════════════════════════════════
Preprocessor: Recipe
Model: logistic_reg()

── Preprocessor ─────────────────────────────────────────────────────────────────────
10 Recipe Steps

• step_other()
• step_mutate()
• step_impute_mode()
• step_mutate()
• step_mutate()
• step_mutate()
• step_dummy()
• step_rm()
• step_impute_knn()
• step_dummy()

── Model ────────────────────────────────────────────────────────────────────────────
Logistic Regression Model Specification (classification)

Main Arguments:
  penalty = 0.1

Computational engine: glmnet 

Treinar

modelo_treino <- wf %>% fit(treino)

Testar

previsoes <- modelo_treino %>% predict(teste)

Warning: There are new levels in a factor: McCarthy, McGowan, Sloper, Cann, Kraeff,
Devaney, Arnold-Franchi, Faunthorpe, Ostby, Rugg, Jenkin, Hood, Moen, Carrau, Coxon,
Goldschmidt, Mionoff, Salkjelsvik, Porter, Barton, McMahon, Madsen, Sobey, Osen,
Nysten, Burke, Watt, Ling, Klasen, Romaine, Pinsky, Lurette, Cohen, Bazzani, Hoyt,
Leyson, Pengelly, Coleridge, Thorne, Henry, Tornquist, Natsch, Healy, Lindblom,
Hosono, Saalfeld, Keane, Moraweck, Danoff, Denkoff, Burns, Dahl, Dimic, Vanden
Steen, Funk, del Carlo, Warren, Jermyn, Beavan, Widener, Buss, Sadlier, Lehmann,
McKane, Niskanen, Sdycoff, Silven, Matthews, Charters, Zimmerman, Phillips, Pickard,
Kallio, Reynaldo, Dodge, Milling, Smart, Jerwan, Somerton, Yousseff, Shellard,
Canavan, Laitinen, Maioni, Walker, Lemore, Pavlovic, Farrell, Salonen, Hocking,
Toufik, Butt, Risien, Douglas, Stoytcheff, Jonsson, Gilinski, Rintamaki, Gavey,
Longley, Stahelin-Maeglin, Foo, Willey, Mitkoff, Radeff, Badt, Cook, Davidson,
Cardeza, Peters, Hassab, Olsvigen, Madill, Astor, Calderhead, Cleaver, Mayne,
Endres, Stranden, Sinkkonen, Marvin, Theobald, Nirva, Eklund, Myhrman, Tobin,
Kilgannon, Harmer, Sjoblom, Gaskell, Ponesell, Lulic, Markoff, Vander Cruyssen,
Laleff, Shelley, Montvila, Behr

Warning: There are new levels in a factor: Ms, Lady

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Muitos avisos. Resolver depois.

teste %>% 
  bind_cols(previsoes) %>% 
  accuracy(truth = survived, estimate = .pred_class)

Treinar no conjunto inteiro

modelo_tudo <- wf %>% 
  update_model(modelo) %>% 
  fit(df)

Prever test.csv para submissão

teste_kaggle <- read_csv('dados/test_limpo.csv') 

Rows: 418 Columns: 11
── Column specification ─────────────────────────────────────────────────────────────
Delimiter: ","
chr (5): name, sex, ticket, cabin, embarked
dbl (6): id, pclass, age, sib_sp, par_ch, fare

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

previsoes_kaggle <- modelo_tudo %>% 
  predict(teste_kaggle)

Warning: There are new levels in a factor: Wilkes, Myles, Wirz, Abrahim, Ilieff,
Jones, Snyder, Howard, Assaf, Assaf Khalil, Flegenheim, Daher, Brady, Jefferys,
Mock, Katavelas, Roth, Sap, Hee, Franklin, Corbett, Peltomaki, Chevre, Shaughnessy,
Bucknell, Pulbaum, Mangiavacchi, Abelseth, Chaudanson, Dika, McCrae, Bjorklund,
Corey, Tucker, Mulvihill, Minkoff, Nieminen, Ovies y Rodriguez, Geiger, Keeping,
Miles, Cornell, Aldworth, Doyle, Straus, Case, Demetri, Lamb, Khalil, Barry, Badman,
O'Donoghue, Dyker, Pedersen, Guest, Birnbaum, Tenglin, Makinen, Braf, Nancarrow,
Stengel, Foley, Johansson Palmquist, Holthen, Buckley, Willer, Swane, Stanton,
Shine, Evans, Beattie, Schabert, Carver, Kennedy, Brobeck, Bowenur, Petersen,
Spinner, Gracie, Dintcheff, Zakarian, Schmidt, Drapkin, Daniels, Beauchamp,
Lindeberg-Lind, Hilliard, Crafton, Earnshaw, Matinoff, Storey, Duquemin, Bird,
Lundin, Borebank, Peacock, Smyth, Pearce, Peruschitz, Brandeis, Cassebeer,
Hellstrom, Lithman, Torfa, Sincock, McCrie, Lane, Maybery, Veal, Salomon, Lingane,
Baimbrigge, Rasmussen, Omont, Collett, Rosenbaum, Delalic, Andersen, Finoli, Deacon,
Head, Mahon, Thomson, Reynolds, Candee, McNeill, Everett, Sweet, Willard, Linehan,
Vendel, Baccos, Hiltunen, Lindstrom, Hyman, Karnes, Abrahamsson, Clark, Salander,
Wenzel, MacKay, Niklasson, Bentham, Midtsjo, Portaluppi, Lyntakoff, Chisholm,
Pokrnic, McCaffry, Saade, Parker, Ware, Oxenham, Mardirosian, Rheims, Nasr,
Wittevrongel, Angheloff, Loring, Malachard, Vartanian, Sadowitz, Hagardon,
Krekorian, Nesson, Rowe, Kreuchen, Assam, Rosenshine, Enander, Dulles, Maguire, de
Brito, Denbury, Fillbrook, Lundstrom, Botsford, Whabee, Walcroft, Stokes, Dibden,
Julian, Lockyer, O'Keefe, Strilic, Riihivouri, Gibson, Pallas y Castello, Wilson,
Ismay, Harbeck, Cotterill, Hipkins, Wheeler, Aronsson, Ashby, Payne, Gilbert,
Colbert, Larsson-Rondberg, Conlon, Nourney, Riordan, Naughton, Henriksson, Spector,
Oliva y Ocana, Saether

Warning: There are new levels in a factor: Dona

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

Warning in gower_work(x = x, y = y, pair_x = pair_x, pair_y = pair_y, n = n, :
skipping variable with zero or non-finite range.

df_submeter <- teste_kaggle %>% 
  select(PassengerId = id) %>% 
  bind_cols(previsoes_kaggle %>% rename(Survived = .pred_class))

df_submeter %>% 
  write_csv('dados/2023-11-24-glmnet.csv')

Warning in vroom::vroom_write(x, file, delim = delim, col_names = col_names, : NAs
introduced by coercion

Uma das previsões deu NA!

df_submeter %>% 
  count(Survived)

Score: 0.77033